diff --git a/Cat DCGAN.ipynb b/Cat DCGAN.ipynb index bc0bebca..eb3c954c 100644 --- a/Cat DCGAN.ipynb +++ b/Cat DCGAN.ipynb @@ -90,7 +90,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -110,7 +110,7 @@ "%matplotlib inline\n", "\n", "do_preprocess = False\n", - "from_checkpoint = False" + "from_checkpoint = True" ] }, { @@ -123,12 +123,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data_dir = './cats_bigger_than_128x128' # Data\n", - "data_resized_dir = \"./resized_data\"# Resized data\n", + "data_resized_dir = \"./resized\"# Resized data\n", "\n", "if do_preprocess == True:\n", " os.mkdir(data_resized_dir)\n", @@ -141,7 +141,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -179,9 +179,32 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "show_n_images = 25\n", "mnist_images = helper.get_batch(glob(os.path.join(data_resized_dir, '*.jpg'))[:show_n_images], 64, 64, 'RGB')\n", @@ -217,7 +240,16 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TensorFlow Version: 1.12.0\n", + "Default GPU Device: /device:GPU:0\n" + ] + } + ], "source": [ "# Taken from Udacity face generator project\n", "from distutils.version import LooseVersion\n", @@ -760,48 +792,46 @@ " if from_checkpoint == True:\n", " saver.restore(sess, \"./models/model.ckpt\")\n", " \n", - " show_generator_output(sess, 4, input_z, data_shape[3], data_image_mode, image_path, True, False)\n", " \n", - " else:\n", - " for epoch_i in range(epoch_count): \n", - " num_epoch += 1\n", - "\n", - " if num_epoch % 5 == 0:\n", - "\n", - " # Save model every 5 epochs\n", - " #if not os.path.exists(\"models/\" + version):\n", - " # os.makedirs(\"models/\" + version)\n", - " save_path = saver.save(sess, \"./models/model.ckpt\")\n", - " print(\"Model saved\")\n", - "\n", - " for batch_images in get_batches(batch_size):\n", - " # Random noise\n", - " batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))\n", - "\n", - " i += 1\n", - "\n", - " # Run optimizers\n", - " _ = sess.run(d_opt, feed_dict={input_images: batch_images, input_z: batch_z, lr_D: learning_rate_D})\n", - " _ = sess.run(g_opt, feed_dict={input_images: batch_images, input_z: batch_z, lr_G: learning_rate_G})\n", - "\n", - " if i % 10 == 0:\n", - " train_loss_d = d_loss.eval({input_z: batch_z, input_images: batch_images})\n", - " train_loss_g = g_loss.eval({input_z: batch_z})\n", - "\n", - " # Save it\n", - " image_name = str(i) + \".jpg\"\n", - " image_path = \"./images/\" + image_name\n", - " show_generator_output(sess, 4, input_z, data_shape[3], data_image_mode, image_path, True, False) \n", - "\n", - " # Print every 5 epochs (for stability overwize the jupyter notebook will bug)\n", - " if i % 1500 == 0:\n", - "\n", - " image_name = str(i) + \".jpg\"\n", - " image_path = \"./images/\" + image_name\n", - " print(\"Epoch {}/{}...\".format(epoch_i+1, epochs),\n", - " \"Discriminator Loss: {:.4f}...\".format(train_loss_d),\n", - " \"Generator Loss: {:.4f}\".format(train_loss_g))\n", - " show_generator_output(sess, 4, input_z, data_shape[3], data_image_mode, image_path, False, True)\n", + " for epoch_i in range(epoch_count): \n", + " num_epoch += 1\n", + "\n", + " if num_epoch % 5 == 0:\n", + "\n", + " # Save model every 5 epochs\n", + " #if not os.path.exists(\"models/\" + version):\n", + " # os.makedirs(\"models/\" + version)\n", + " save_path = saver.save(sess, \"./models/model.ckpt\")\n", + " print(\"Model saved\")\n", + "\n", + " for batch_images in get_batches(batch_size):\n", + " # Random noise\n", + " batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))\n", + "\n", + " i += 1\n", + "\n", + " # Run optimizers\n", + " _ = sess.run(d_opt, feed_dict={input_images: batch_images, input_z: batch_z, lr_D: learning_rate_D})\n", + " _ = sess.run(g_opt, feed_dict={input_images: batch_images, input_z: batch_z, lr_G: learning_rate_G})\n", + "\n", + " if i % 10 == 0:\n", + " train_loss_d = d_loss.eval({input_z: batch_z, input_images: batch_images})\n", + " train_loss_g = g_loss.eval({input_z: batch_z})\n", + "\n", + " # Save it\n", + " image_name = str(i) + \".jpg\"\n", + " image_path = \"./images/\" + image_name\n", + " show_generator_output(sess, 4, input_z, data_shape[3], data_image_mode, image_path, True, False) \n", + "\n", + " # Print every 5 epochs (for stability overwize the jupyter notebook will bug)\n", + " if i % 1500 == 0:\n", + "\n", + " image_name = str(i) + \".jpg\"\n", + " image_path = \"./images/\" + image_name\n", + " print(\"Epoch {}/{}...\".format(epoch_i+1, epochs),\n", + " \"Discriminator Loss: {:.4f}...\".format(train_loss_d),\n", + " \"Generator Loss: {:.4f}\".format(train_loss_g))\n", + " show_generator_output(sess, 4, input_z, data_shape[3], data_image_mode, image_path, False, True)\n", " \n", " \n", " \n", @@ -830,7 +860,7 @@ "z_dim = 100\n", "learning_rate_D = .00005 # Thanks to Alexia Jolicoeur Martineau https://ajolicoeur.wordpress.com/cats/\n", "learning_rate_G = 2e-4 # Thanks to Alexia Jolicoeur Martineau https://ajolicoeur.wordpress.com/cats/\n", - "batch_size = 64\n", + "batch_size = 32\n", "epochs = 215\n", "alpha = 0.2\n", "beta1 = 0.5\n", @@ -843,7 +873,15 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Restoring parameters from ./models/model.ckpt\n" + ] + } + ], "source": [ "# Load the data and train the network here\n", "dataset = helper.Dataset(glob(os.path.join(data_resized_dir, '*.jpg')))\n", @@ -877,9 +915,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:gameplai]", + "display_name": "Python 3", "language": "python", - "name": "conda-env-gameplai-py" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -891,7 +929,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.4" + "version": "3.6.7" } }, "nbformat": 4,